{"id":"https://openalex.org/W3003288261","doi":"https://doi.org/10.3390/app10030869","title":"A Combination of Feature Selection and Random Forest Techniques to Solve a Problem Related to Blast-Induced Ground Vibration","display_name":"A Combination of Feature Selection and Random Forest Techniques to Solve a Problem Related to Blast-Induced Ground Vibration","publication_year":2020,"publication_date":"2020-01-27","ids":{"openalex":"https://openalex.org/W3003288261","doi":"https://doi.org/10.3390/app10030869","mag":"3003288261"},"language":"en","primary_location":{"id":"doi:10.3390/app10030869","doi":"https://doi.org/10.3390/app10030869","is_oa":true,"landing_page_url":"https://doi.org/10.3390/app10030869","pdf_url":"https://www.mdpi.com/2076-3417/10/3/869/pdf?version=1581248755","source":{"id":"https://openalex.org/S4210205812","display_name":"Applied Sciences","issn_l":"2076-3417","issn":["2076-3417"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Sciences","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2076-3417/10/3/869/pdf?version=1581248755","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100783301","display_name":"Hong Zhang","orcid":"https://orcid.org/0000-0002-2642-5467","observed_orcids":["https://orcid.org/0000-0002-2642-5467"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]},{"id":"https://openalex.org/I198357462","display_name":"Changsha University","ror":"https://ror.org/011d8sm39","country_code":"CN","type":"education","lineage":["https://openalex.org/I198357462"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Zhang","raw_affiliation_strings":["College of Economics & Management, Changsha University, Changsha 410022, China","School of Resources and Safety Engineering, Central South University, Changsha 410083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Economics & Management, Changsha University, Changsha 410022, China","institution_ids":["https://openalex.org/I198357462"]},{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100649005","display_name":"Jian Zhou","orcid":"https://orcid.org/0000-0003-4769-4487","observed_orcids":["https://orcid.org/0000-0003-4769-4487"]},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jian Zhou","raw_affiliation_strings":["School of Resources and Safety Engineering, Central South University, Changsha 410083, China","State Key Laboratory of Safety and Health for Metal Mines, Maanshan 243000, China"],"raw_orcid":"https://orcid.org/0000-0003-4769-4487","affiliations":[{"raw_affiliation_string":"School of Resources and Safety Engineering, Central South University, Changsha 410083, China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"State Key Laboratory of Safety and Health for Metal Mines, Maanshan 243000, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001490863","display_name":"Danial Jahed Armaghani","orcid":"https://orcid.org/0000-0001-8171-6403","observed_orcids":["https://orcid.org/0000-0001-8171-6403"]},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Danial Jahed Armaghani","raw_affiliation_strings":["Modeling Evolutionary Algorithms Simulation and Artificial Intelligence, Faculty of Electrical & Electronics Engineering, Ton Duc Thang University, Ho Chi Minh City 758307, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-8171-6403","affiliations":[{"raw_affiliation_string":"Modeling Evolutionary Algorithms Simulation and Artificial Intelligence, Faculty of Electrical & Electronics Engineering, Ton Duc Thang University, Ho Chi Minh City 758307, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048868343","display_name":"Mahmood Md. Tahir","orcid":"https://orcid.org/0000-0002-2838-1779","observed_orcids":["https://orcid.org/0000-0002-2838-1779"]},"institutions":[{"id":"https://openalex.org/I4405269426","display_name":"UTM Construction Research Centre","ror":"https://ror.org/044gp2q96","country_code":"MY","type":"facility","lineage":["https://openalex.org/I4405269426"]},{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"M. M. Tahir","raw_affiliation_strings":["UTM Construction Research Centre, Institute for Smart, Infrastructure and Innovative Construction (ISIIC), School of Civil Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Skudai 81310, Johor, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UTM Construction Research Centre, Institute for Smart, Infrastructure and Innovative Construction (ISIIC), School of Civil Engineering, Faculty of Engineering, Universiti Teknologi Malaysia, Skudai 81310, Johor, Malaysia","institution_ids":["https://openalex.org/I4405269426","https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029814958","display_name":"Binh Thai Pham","orcid":"https://orcid.org/0000-0001-9707-840X","observed_orcids":["https://orcid.org/0000-0001-9707-840X"]},"institutions":[{"id":"https://openalex.org/I170238339","display_name":"Duy Tan University","ror":"https://ror.org/05ezss144","country_code":"VN","type":"education","lineage":["https://openalex.org/I170238339"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Binh Thai Pham","raw_affiliation_strings":["Institute of Research and Development, Duy Tan University, Da Nang 550000, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-9707-840X","affiliations":[{"raw_affiliation_string":"Institute of Research and Development, Duy Tan University, Da Nang 550000, Vietnam","institution_ids":["https://openalex.org/I170238339"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103120340","display_name":"Van Van Huynh","orcid":"https://orcid.org/0000-0002-9766-9004","observed_orcids":["https://orcid.org/0000-0002-9766-9004","https://orcid.org/0000-0001-8668-3145"]},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Van Van Huynh","raw_affiliation_strings":["Modeling Evolutionary Algorithms Simulation and Artificial Intelligence, Faculty of Electrical & Electronics Engineering, Ton Duc Thang University, Ho Chi Minh City 758307, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Modeling Evolutionary Algorithms Simulation and Artificial Intelligence, Faculty of Electrical & Electronics Engineering, Ton Duc Thang University, Ho Chi Minh City 758307, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5001490863","https://openalex.org/A5100649005"],"corresponding_institution_ids":["https://openalex.org/I139660479","https://openalex.org/I141445968"],"apc_list":{"value":1800,"currency":"CHF","value_usd":1901},"apc_paid":{"value":1800,"currency":"CHF","value_usd":1901},"fwci":9.1143,"has_fulltext":true,"cited_by_count":114,"citation_normalized_percentile":{"value":0.98468975,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"10","issue":"3","first_page":"869","last_page":"869"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14456","display_name":"Blasting Impact and Analysis","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14456","display_name":"Blasting Impact and Analysis","score":0.95169997215271,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.0284000001847744,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.003100000089034438,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/blast-induced-ground-vibration","display_name":"blast-induced ground vibration","score":0.9760000109672546},{"id":"https://openalex.org/keywords/peak-particle-velocity","display_name":"peak particle velocity","score":0.8659999966621399},{"id":"https://openalex.org/keywords/quarry-blasting","display_name":"quarry blasting","score":0.9330000281333923},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.9779999852180481},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9950000047683716},{"id":"https://openalex.org/keywords/classification-and-regression-trees","display_name":"classification and regression trees","score":0.7860000133514404},{"id":"https://openalex.org/keywords/chaid","display_name":"CHAID","score":0.8889999985694885},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.8100000023841858},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9039999842643738},{"id":"https://openalex.org/keywords/vibration-prediction","display_name":"vibration prediction","score":0.8069999814033508},{"id":"https://openalex.org/keywords/mining","display_name":"mining","score":0.49000000953674316}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.771499514579773},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7080115079879761},{"id":"https://openalex.org/C16023879","wikidata":"https://www.wikidata.org/wiki/Q1023599","display_name":"CHAID","level":3,"score":0.6914171576499939},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6633510589599609},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6193867325782776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6000057458877563},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5889309048652649},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5696506500244141},{"id":"https://openalex.org/C3899301","wikidata":"https://www.wikidata.org/wiki/Q5610982","display_name":"Ground vibrations","level":3,"score":0.4588184952735901},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4192183315753937},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4048500061035156},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34836581349372864},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.31798049807548523},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/app10030869","doi":"https://doi.org/10.3390/app10030869","is_oa":true,"landing_page_url":"https://doi.org/10.3390/app10030869","pdf_url":"https://www.mdpi.com/2076-3417/10/3/869/pdf?version=1581248755","source":{"id":"https://openalex.org/S4210205812","display_name":"Applied Sciences","issn_l":"2076-3417","issn":["2076-3417"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Sciences","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:78d9183a308a4d9b8b4c6fb34c509b7e","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/78d9183a308a4d9b8b4c6fb34c509b7e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Sciences, Vol 10, Iss 3, p 869 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/app10030869","doi":"https://doi.org/10.3390/app10030869","is_oa":true,"landing_page_url":"https://doi.org/10.3390/app10030869","pdf_url":"https://www.mdpi.com/2076-3417/10/3/869/pdf?version=1581248755","source":{"id":"https://openalex.org/S4210205812","display_name":"Applied Sciences","issn_l":"2076-3417","issn":["2076-3417"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Sciences","raw_type":"journal-article"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"display_name":"Life on land","id":"https://metadata.un.org/sdg/15","score":0.6299999952316284}],"study_designs":[],"awards":[{"id":"https://openalex.org/G63887215","display_name":null,"funder_award_id":"2020CX040","funder_id":"https://openalex.org/F4320335888","funder_display_name":"Innovation-Driven Project of Central South University"},{"id":"https://openalex.org/G7444905073","display_name":null,"funder_award_id":"41807259","funder_id":"https://openalex.org/F4320321514","funder_display_name":"Central South University"},{"id":"https://openalex.org/G8937225431","display_name":null,"funder_award_id":"2020CX040","funder_id":"https://openalex.org/F4320321514","funder_display_name":"Central South University"}],"funders":[{"id":"https://openalex.org/F4320321514","display_name":"Central South University","ror":"https://ror.org/00f1zfq44"},{"id":"https://openalex.org/F4320335888","display_name":"Innovation-Driven Project of Central South University","ror":null},{"id":"https://openalex.org/F4320336753","display_name":"Changsha Science and Technology Project","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3003288261.pdf","grobid_xml":"https://content.openalex.org/works/W3003288261.grobid-xml"},"referenced_works_count":96,"referenced_works":["https://openalex.org/W14422249","https://openalex.org/W197641519","https://openalex.org/W621017401","https://openalex.org/W1081565272","https://openalex.org/W1950519926","https://openalex.org/W1963837492","https://openalex.org/W1970002283","https://openalex.org/W1971891346","https://openalex.org/W1976002490","https://openalex.org/W1978212567","https://openalex.org/W1978411904","https://openalex.org/W1984083306","https://openalex.org/W1993275616","https://openalex.org/W1994214164","https://openalex.org/W1996980189","https://openalex.org/W1997891585","https://openalex.org/W1999812505","https://openalex.org/W2002536914","https://openalex.org/W2016596569","https://openalex.org/W2016659707","https://openalex.org/W2025023759","https://openalex.org/W2030683383","https://openalex.org/W2033307705","https://openalex.org/W2040496732","https://openalex.org/W2042287401","https://openalex.org/W2048474925","https://openalex.org/W2059306644","https://openalex.org/W2063083342","https://openalex.org/W2075671335","https://openalex.org/W2082400355","https://openalex.org/W2086439824","https://openalex.org/W2091536715","https://openalex.org/W2093903844","https://openalex.org/W2101881769","https://openalex.org/W2103496339","https://openalex.org/W2115629999","https://openalex.org/W2121846964","https://openalex.org/W2126485839","https://openalex.org/W2153476503","https://openalex.org/W2162284399","https://openalex.org/W2179823001","https://openalex.org/W2195367423","https://openalex.org/W2223110200","https://openalex.org/W2253514452","https://openalex.org/W2260796052","https://openalex.org/W2312380190","https://openalex.org/W2318410576","https://openalex.org/W2338829258","https://openalex.org/W2343377801","https://openalex.org/W2345573638","https://openalex.org/W2489335852","https://openalex.org/W2516398737","https://openalex.org/W2516616538","https://openalex.org/W2551944316","https://openalex.org/W2622670311","https://openalex.org/W2734947877","https://openalex.org/W2744461374","https://openalex.org/W2773213923","https://openalex.org/W2782515794","https://openalex.org/W2792363315","https://openalex.org/W2792573902","https://openalex.org/W2795018874","https://openalex.org/W2883108070","https://openalex.org/W2890756131","https://openalex.org/W2907556463","https://openalex.org/W2911057972","https://openalex.org/W2911964244","https://openalex.org/W2915329514","https://openalex.org/W2921619167","https://openalex.org/W2921910374","https://openalex.org/W2935714482","https://openalex.org/W2941280710","https://openalex.org/W2942549247","https://openalex.org/W2946387115","https://openalex.org/W2950419939","https://openalex.org/W2952135913","https://openalex.org/W2955375062","https://openalex.org/W2956085207","https://openalex.org/W2956233930","https://openalex.org/W2958666723","https://openalex.org/W2969634526","https://openalex.org/W2969696253","https://openalex.org/W2969758186","https://openalex.org/W2969836152","https://openalex.org/W2972445383","https://openalex.org/W2974788711","https://openalex.org/W2977032761","https://openalex.org/W2989305098","https://openalex.org/W2991441321","https://openalex.org/W2993243199","https://openalex.org/W2995284026","https://openalex.org/W2998216295","https://openalex.org/W3120521268","https://openalex.org/W4239510810","https://openalex.org/W4252434178","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W3123357690","https://openalex.org/W100444986","https://openalex.org/W2805819089","https://openalex.org/W2946584749","https://openalex.org/W2184761369","https://openalex.org/W2160449164","https://openalex.org/W4252303330","https://openalex.org/W4388745254","https://openalex.org/W4311001920","https://openalex.org/W2980082554"],"abstract_inverted_index":{"In":[0],"mining":[1],"and":[2,8,75,91,143,148],"civil":[3],"engineering":[4],"applications,":[5],"a":[6],"reliable":[7],"proper":[9],"analysis":[10,150],"of":[11,36,67,121,132,151],"ground":[12],"vibration":[13,59],"due":[14],"to":[15,29,110],"quarry":[16,54],"blasting":[17],"is":[18],"an":[19,50],"extremely":[20],"important":[21,114],"task.":[22],"While":[23],"advances":[24],"in":[25,108,160],"machine":[26,70,94],"learning":[27,71],"led":[28],"numerous":[30],"powerful":[31],"regression":[32,76,136],"models,":[33,137],"the":[34,41,64,112,133,139],"usefulness":[35],"these":[37,101],"models":[38],"for":[39,96,117],"modeling":[40],"peak":[42],"particle":[43],"velocity":[44],"(PPV)":[45],"remains":[46],"largely":[47],"unexplored.":[48],"Using":[49],"extensive":[51],"database":[52],"comprising":[53],"site":[55],"datasets":[56],"enriched":[57],"with":[58],"variables,":[60],"this":[61,122,152],"article":[62],"compares":[63],"predictive":[65],"performance":[66],"five":[68],"selected":[69],"classifiers,":[72],"including":[73,138],"classification":[74],"trees":[77],"(CART),":[78],"chi-squared":[79],"automatic":[80],"interaction":[81],"detection":[82],"(CHAID),":[83],"random":[84],"forest":[85],"(RF),":[86],"artificial":[87],"neural":[88],"network":[89],"(ANN),":[90],"support":[92],"vector":[93],"(SVM)":[95],"PPV":[97],"analysis.":[98],"Before":[99],"conducting":[100],"model":[102],"developments,":[103],"feature":[104],"selection":[105],"was":[106],"applied":[107],"order":[109],"select":[111],"most":[113],"input":[115],"parameters":[116],"PPV.":[118],"The":[119,146],"results":[120,147],"study":[123,153],"show":[124],"that":[125],"RF":[126],"performed":[127],"substantially":[128],"better":[129],"than":[130],"any":[131],"other":[134,158],"investigated":[135],"frequently":[140],"used":[141],"SVM":[142],"ANN":[144],"models.":[145],"process":[149],"can":[154],"be":[155],"utilized":[156],"by":[157],"researchers/designers":[159],"similar":[161],"fields.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":12}],"updated_date":"2026-10-17T09:40:24.721904","created_date":"2025-10-10T00:00:00"}